{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MOC computation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to try to repeat examples from this notebook, you can download FESOM2 data and mesh. The data are quite heavy, about 15 Gb.\n",
    "\n",
    "Link: https://swiftbrowser.dkrz.de/public/dkrz_c719fbc3-98ea-446c-8e01-356dac22ed90/PYFESOM2/\n",
    "\n",
    "You have to download both archives (`LCORE.tar` and `LCORE_MESH.tar`) and extract them. \n",
    "\n",
    "Alternative would be to use very light weight mesh that comes with pyfesom2 in the `tests/data/pi-grid/` and example data on this mesh in `tests/data/pi-results`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyfesom2 as pf\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.pylab as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/nkolduno/PYTHON/DATA/LCORE_MESH/pickle_mesh_py3_fesom2\n",
      "The usepickle == True)\n",
      "The pickle file for FESOM2 exists.\n",
      "The mesh will be loaded from /Users/nkolduno/PYTHON/DATA/LCORE_MESH/pickle_mesh_py3_fesom2\n"
     ]
    }
   ],
   "source": [
    "mesh = pf.load_mesh('/Users/nkolduno/PYTHON/DATA/LCORE_MESH/', \n",
    "                    abg=[50, 15, -90])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Depth is None, 3d field will be returned\n"
     ]
    }
   ],
   "source": [
    "data = pf.get_data('../../DATA/LCORE/', 'w', range(1950,1959), mesh, how=\"mean\", compute=True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(126858, 48)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Minimum nessesary input is mesh and one 3D field of w."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lats, moc = pf.xmoc_data(mesh, data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You get latitides and the MOC values (global by default). They can be used to plot the MOC using hofm_plot function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "pf.plot_xyz(mesh, moc, xvals=lats, maxdepth=7000, cmap=cm.seismic, levels = np.linspace(-30, 30, 51), \n",
    "             facecolor='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increase the number of latitude bins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "lats, moc = pf.xmoc_data(mesh, data, nlats=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "pf.plot_xyz(mesh, moc, xvals=lats, maxdepth=7000, cmap=cm.seismic, levels = np.linspace(-30, 30, 51), \n",
    "             facecolor='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can define the region for MOC computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "lats, moc = pf.xmoc_data(mesh, data, mask=\"Atlantic_MOC\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "pf.plot_xyz(mesh, moc, xvals=lats, maxdepth=7000, cmap=cm.seismic, levels = np.linspace(-30, 30, 51), \n",
    "             facecolor='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Regions are listed in documentation of pf.get_mask. Currently they are:\n",
    "\n",
    "       Ocean Basins:\n",
    "            \"Atlantic_Basin\"\n",
    "            \"Pacific_Basin\"\n",
    "            \"Indian_Basin\"\n",
    "            \"Arctic_Basin\"\n",
    "            \"Southern_Ocean_Basin\"\n",
    "            \"Mediterranean_Basin\"\n",
    "            \"Global Ocean\"\n",
    "            \"Global Ocean 65N to 65S\"\n",
    "            \"Global Ocean 15S to 15N\"\n",
    "        MOC Basins:\n",
    "            \"Atlantic_MOC\"\n",
    "            \"IndoPacific_MOC\"\n",
    "            \"Pacific_MOC\"\n",
    "            \"Indian_MOC\"\n",
    "        Nino Regions:\n",
    "            \"Nino 3.4\"\n",
    "            \"Nino 3\"\n",
    "            \"Nino 4\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can combine masks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask1 = pf.get_mask(mesh, \"Atlantic_Basin\")\n",
    "mask2 = pf.get_mask(mesh, \"Arctic_Basin\")\n",
    "mask3 = mask1|mask2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check how the masked data looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x7f848840e490>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plot(mesh, data[:,0]*mask3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can then provide combined mask to `xmoc_data`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "lats, moc = pf.xmoc_data(mesh, data, mask=mask3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "pf.plot_xyz(mesh, moc, xvals=lats, maxdepth=7000, cmap=cm.seismic, levels = np.linspace(-30, 30, 51), \n",
    "             facecolor='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you work with large meshes, it makes sence to compute some data beforehand and provide them to the function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "meshdiag = pf.get_meshdiag(mesh)\n",
    "el_area = meshdiag['elem_area'][:]\n",
    "nlevels = meshdiag['nlevels'][:]-1\n",
    "face_x, face_y = pf.compute_face_coords(mesh)\n",
    "mask = pf.get_mask(mesh, 'Global Ocean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "lats, moc = pf.xmoc_data(mesh, data, mask = mask, \n",
    "                el_area = el_area, nlevels=nlevels, \n",
    "                face_x=face_x, face_y=face_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "pf.plot_xyz(mesh, moc, xvals=lats, maxdepth=7000, cmap=cm.seismic, levels = np.linspace(-30, 30, 51), \n",
    "             facecolor='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute AMOC at 26.5N"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open data as time series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Depth is None, 3d field will be returned\n"
     ]
    }
   ],
   "source": [
    "data = pf.get_data('../../DATA/LCORE/', 'w', range(1950,1959), mesh, how=\"ori\", compute=False )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
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       "\n",
       ".xr-var-dtype {\n",
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       ".xr-var-preview {\n",
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       "\n",
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       ".xr-var-dims:hover,\n",
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       "\n",
       ".xr-var-attrs,\n",
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       "\n",
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       "\n",
       ".xr-var-data > table {\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
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       "\n",
       ".xr-attrs,\n",
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       "\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
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       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
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       "\n",
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       "\n",
       ".xr-icon-database,\n",
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       "  display: inline-block;\n",
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'w'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 9</li><li><span>nod2</span>: 126858</li><li><span>nz</span>: 48</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6476349c-8e02-41c5-8626-33a718cf0ec3' class='xr-array-in' type='checkbox' ><label for='section-6476349c-8e02-41c5-8626-33a718cf0ec3' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 126858, 48), meta=np.ndarray&gt;</span></div><pre class='xr-array-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 219.21 MB </td> <td> 24.36 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (9, 126858, 48) </td> <td> (1, 126858, 48) </td></tr>\n",
       "    <tr><th> Count </th><td> 27 Tasks </td><td> 9 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "</table></pre></div></li><li class='xr-section-item'><input id='section-e5095477-5540-4217-8cbf-22b99e08af98' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e5095477-5540-4217-8cbf-22b99e08af98' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-12-31T23:15:00 ... 1958-12-31T23:15:00</div><input id='attrs-8cd579f6-c4a5-430c-acd1-df840aa1076f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8cd579f6-c4a5-430c-acd1-df840aa1076f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff76f706-df88-4405-aaf5-b63d023dc0e7' class='xr-var-data-in' type='checkbox'><label for='data-ff76f706-df88-4405-aaf5-b63d023dc0e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;1950-12-31T23:15:00.000000000&#x27;, &#x27;1951-12-31T23:15:00.000000000&#x27;,\n",
       "       &#x27;1952-12-30T23:15:00.000000000&#x27;, &#x27;1953-12-31T23:15:00.000000000&#x27;,\n",
       "       &#x27;1954-12-31T23:15:00.000000000&#x27;, &#x27;1955-12-31T23:15:00.000000000&#x27;,\n",
       "       &#x27;1956-12-30T23:15:00.000000000&#x27;, &#x27;1957-12-31T23:15:00.000000000&#x27;,\n",
       "       &#x27;1958-12-31T23:15:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-f4bbb1ff-c207-4516-ace7-2014d6c1f118' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f4bbb1ff-c207-4516-ace7-2014d6c1f118' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>vertical velocity</dd><dt><span>units :</span></dt><dd>m/s</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'w' (time: 9, nod2: 126858, nz: 48)>\n",
       "dask.array<concatenate, shape=(9, 126858, 48), dtype=float32, chunksize=(1, 126858, 48), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1950-12-31T23:15:00 ... 1958-12-31T23:15:00\n",
       "Dimensions without coordinates: nod2, nz\n",
       "Attributes:\n",
       "    description:  vertical velocity\n",
       "    units:        m/s"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have 9 time steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9, 126858, 48)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute AMOC for each time step, increase the number of latitudes if you want to be preciselly at 26.5:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "moc = []\n",
    "\n",
    "for i in range(data.shape[0]):\n",
    "    lats, moc_time = pf.xmoc_data(mesh, data[i,:,:], mask='Atlantic_MOC', nlats=361)\n",
    "    moc.append(moc_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find which index corresponds to 26.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26.5"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lats[233]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute maximum at this point for each time step:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "amoc26 = []\n",
    "for i in range(len(moc)):\n",
    "    amoc26.append(moc[i][233,:].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[11.871677395438851,\n",
       " 12.17447911245645,\n",
       " 11.634695012527837,\n",
       " 12.611884810155964,\n",
       " 12.354251356017224,\n",
       " 10.003526012070289,\n",
       " 11.40134476396998,\n",
       " 10.713783333512506,\n",
       " 10.583684577084185]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amoc26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use time information from original dataset for plotting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8428032290>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.time, amoc26)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
